{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import library\n",
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "import statsmodels.api as sm\n",
    "import seaborn as sns\n",
    "from scipy.optimize import root \n",
    "from scipy.optimize import minimize\n",
    "from numpy import array\n",
    "from scipy.optimize import curve_fit\n",
    "import numpy.polynomial.polynomial as poly\n",
    "import linearmodels\n",
    "from tabulate import tabulate\n",
    "import os\n",
    "from pathlib import Path\n",
    "\n",
    "font = 12\n",
    "\n",
    "# Get the folder path\n",
    "path = Path(os.getcwd())\n",
    "path = str(path)\n",
    "\n",
    "datafolder = path + r'/DataForFiguresDone/'\n",
    "figure_folder = path + r'/Figures/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Font size for axis title\n",
    "font_size = 12\n",
    "\n",
    "# Remove top and right spine in figure\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['axes.spines.right'] = False\n",
    "mpl.rcParams['axes.spines.top'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>nonemployers</th>\n",
       "      <th>non_soleprops</th>\n",
       "      <th>non_soleANDpartnerships</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1997</td>\n",
       "      <td>0.766874</td>\n",
       "      <td>0.668772</td>\n",
       "      <td>0.710978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1998</td>\n",
       "      <td>0.766094</td>\n",
       "      <td>0.664207</td>\n",
       "      <td>0.713632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1999</td>\n",
       "      <td>0.770012</td>\n",
       "      <td>0.673369</td>\n",
       "      <td>0.719106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000</td>\n",
       "      <td>0.773638</td>\n",
       "      <td>0.674460</td>\n",
       "      <td>0.721193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2001</td>\n",
       "      <td>0.776700</td>\n",
       "      <td>0.674833</td>\n",
       "      <td>0.724256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2002</td>\n",
       "      <td>0.780455</td>\n",
       "      <td>0.687728</td>\n",
       "      <td>0.737162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2003</td>\n",
       "      <td>0.789809</td>\n",
       "      <td>0.687160</td>\n",
       "      <td>0.736986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2004</td>\n",
       "      <td>0.794836</td>\n",
       "      <td>0.691855</td>\n",
       "      <td>0.742548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2005</td>\n",
       "      <td>0.798703</td>\n",
       "      <td>0.693873</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2006</td>\n",
       "      <td>0.800381</td>\n",
       "      <td>0.700525</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2007</td>\n",
       "      <td>0.802987</td>\n",
       "      <td>0.717706</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2008</td>\n",
       "      <td>0.804151</td>\n",
       "      <td>0.708390</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2009</td>\n",
       "      <td>0.811865</td>\n",
       "      <td>0.699830</td>\n",
       "      <td>0.758254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2010</td>\n",
       "      <td>0.816974</td>\n",
       "      <td>0.706179</td>\n",
       "      <td>0.764117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2011</td>\n",
       "      <td>0.820742</td>\n",
       "      <td>0.709363</td>\n",
       "      <td>0.768094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2012</td>\n",
       "      <td>0.816806</td>\n",
       "      <td>0.722356</td>\n",
       "      <td>0.783484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2013</td>\n",
       "      <td>0.820794</td>\n",
       "      <td>0.708241</td>\n",
       "      <td>0.769399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2014</td>\n",
       "      <td>0.824952</td>\n",
       "      <td>0.712678</td>\n",
       "      <td>0.773504</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year  nonemployers  non_soleprops  non_soleANDpartnerships\n",
       "0   1997      0.766874       0.668772                 0.710978\n",
       "1   1998      0.766094       0.664207                 0.713632\n",
       "2   1999      0.770012       0.673369                 0.719106\n",
       "3   2000      0.773638       0.674460                 0.721193\n",
       "4   2001      0.776700       0.674833                 0.724256\n",
       "5   2002      0.780455       0.687728                 0.737162\n",
       "6   2003      0.789809       0.687160                 0.736986\n",
       "7   2004      0.794836       0.691855                 0.742548\n",
       "8   2005      0.798703       0.693873                 0.000000\n",
       "9   2006      0.800381       0.700525                 0.000000\n",
       "10  2007      0.802987       0.717706                 0.000000\n",
       "11  2008      0.804151       0.708390                 0.000000\n",
       "12  2009      0.811865       0.699830                 0.758254\n",
       "13  2010      0.816974       0.706179                 0.764117\n",
       "14  2011      0.820742       0.709363                 0.768094\n",
       "15  2012      0.816806       0.722356                 0.783484\n",
       "16  2013      0.820794       0.708241                 0.769399\n",
       "17  2014      0.824952       0.712678                 0.773504"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import data\n",
    "df_fig1a = pd.read_excel(datafolder + 'BusDyn_fig1a.xlsx')\n",
    "df_fig1b = pd.read_excel(datafolder + 'BusDyn_fig1b.xlsx')\n",
    "df_fig2 = pd.read_excel(datafolder + 'BusDyn_fig2.xlsx')\n",
    "df_fig3 = pd.read_excel(datafolder + 'BusDyn_fig3.xlsx')\n",
    "df_fig4a = pd.read_excel(datafolder + 'BusDyn_fig4a.xlsx')\n",
    "df_fig4b = pd.read_excel(datafolder + 'BusDyn_fig4b.xlsx')\n",
    "df_fig5 = pd.read_excel(datafolder + 'BusDyn_fig5.xlsx')\n",
    "df_fig6 = pd.read_excel(datafolder + 'BusDyn_fig6.xlsx')\n",
    "df_figA1 = pd.read_excel(datafolder + 'BusDyn_figA1.xlsx')\n",
    "df_figA2a = pd.read_excel(datafolder + 'BusDyn_figA2a.xlsx')\n",
    "df_figA2b = pd.read_excel(datafolder + 'BusDyn_figA2b.xlsx')\n",
    "df_figA3 = pd.read_excel(datafolder + 'BusDyn_figA3.xlsx')\n",
    "df_figD4 = pd.read_excel(datafolder + 'BusDyn_figD4.xlsx')\n",
    "df_figF5 = pd.read_excel(datafolder + 'BusDyn_figF5.xlsx')\n",
    "\n",
    "\n",
    "df_figA3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig 1a - Plot time-series for number of firms for all and employers:\n",
    "\n",
    "df = df_fig1a\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['allfirms'], color = 'black', label = 'All firms')\n",
    "plt.plot(df['year'], df['employers'], '--', color = 'blue', label = 'Employer firms')\n",
    "\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Number of firms', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'fig1a.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'fig1a.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig 1b - Plot time-series for number of firms per worker for all firms and employers:\n",
    "\n",
    "df = df_fig1b\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['allfirms'], color = 'black', label = 'All firms')\n",
    "plt.plot(df['year'], df['employers'], '--', color = 'blue', label = 'Employer firms')\n",
    "\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Firms per worker', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'fig1b.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'fig1b.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig 2 - Plot time-series for number of firms for all, employers, and all firms without sole-proprietors:\n",
    "\n",
    "df = df_fig2\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['allfirms'], color = 'black', label = 'All firms')\n",
    "plt.plot(df['year'], df['employers'], '--', color = 'blue', label = 'Employer firms')\n",
    "plt.plot(df['year'], df['no_soles'], '-.', color = 'green', label = 'No sole proprietors')\n",
    "\n",
    "plt.xticks(np.arange(1997,2015,step=2))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Firms per worker', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'fig2.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'fig2.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig 3 - Plot time-series for aggregate TFP model all firms and employer firms (combine data from df_fig3a and fig3b):\n",
    "\n",
    "df = df_fig3 \n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['data'], '-', color = 'black', label = 'Data')\n",
    "plt.plot(df['year'], df['allfirms'], '--', color = 'blue', label = 'Model (all firms)')\n",
    "plt.plot(df['year'], df['employers'], '-.', color = 'red', label = 'Model (employer firms)')\n",
    "\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Aggregate TFP', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'fig3.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'fig3.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig 4a - Plot time-series for aggregate TFP in the model implied by zbar and N/L all firms:\n",
    "\n",
    "df = df_fig4a\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['tfp_zbar'], color = 'black', label = r'Implied by average idiosyncratic productivity $(\\bar{z})$')\n",
    "plt.plot(df['year'], df['tfp_NL'], '--', color = 'blue', label = 'Implied by firms per worker (N/L)')\n",
    "\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "plt.yticks(np.arange(0.97,1.11,step=0.02))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Aggregate TFP', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'fig4a.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'fig4a.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig 4b - Plot time-series for aggregate TFP in the model implied by zbar and N/L only employer firms:\n",
    "\n",
    "df = df_fig4b\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['tfp_zbar'], color = 'black', label = r'Implied by average idiosyncratic productivity ($\\bar{z}$)')\n",
    "plt.plot(df['year'], df['tfp_NL'], '--', color = 'blue', label = 'Implied by firms per worker (N/L)')\n",
    "\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "plt.yticks(np.arange(0.97,1.11,step=0.02))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Aggregate TFP', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'fig4b.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'fig4b.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig 5 - Plot time-series for implied entry cost to GDP (c_E):\n",
    "\n",
    "df = df_fig5\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['ce'], color = 'black')\n",
    "\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Relative entry costs', fontsize = font_size)\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'fig5.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'fig5.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig 6 - Plot time-series for establishments per firm:\n",
    "\n",
    "df = df_fig6\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['estabsPERfirm'], color = 'black')\n",
    "\n",
    "plt.yticks(np.arange(0.95,1.05,step=0.01))\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Establishments per firm', fontsize = font_size)\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'fig6.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'fig6.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig A1 - Plot time-series for the growth rate in the number of firms IRS and our measure:\n",
    "\n",
    "df = df_figA1\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['ourdata'], color = 'black', label = 'Our measure')\n",
    "plt.plot(df['year'], df['IRS'], '--', color = 'blue', label = 'IRS measure')\n",
    "\n",
    "plt.xticks(np.arange(1993,2008,step=2))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Growth rate in the number of firms', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'figA1.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'figA1.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig A2a - Plot time-series for growth rate in net entry of firms for all and employers:\n",
    "\n",
    "df = df_figA2a\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['allfirms'], color = 'black', label = 'All firms')\n",
    "plt.plot(df['year'], df['employers'], '--', color = 'blue', label = 'Employer firms')\n",
    "\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Growth rate', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'figA2a.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'figA2a.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig A2b - Plot time-series for growth rate in net entry of firms per worker for all and employers:\n",
    "\n",
    "df = df_figA2b\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['allfirms'], color = 'black', label = 'All firms')\n",
    "plt.plot(df['year'], df['employers'], '--', color = 'blue', label = 'Employer firms')\n",
    "\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Growth rate', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'figA2b.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'figA2b.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig A3 - Composition of nonemployers over time:\n",
    "\n",
    "df = df_figA3\n",
    "# Replace zeros with NaN (empty cells) for plotting\n",
    "df.replace(0, np.nan, inplace=True)\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['nonemployers'], color = 'black', label = 'Nonemployers')\n",
    "plt.plot(df['year'], df['non_soleANDpartnerships'], '--', color = 'blue', label = 'Sole-proprietors + partnerships')\n",
    "plt.plot(df['year'], df['non_soleprops'], '-.', color = 'green', label = 'Sole-proprietors')\n",
    "\n",
    "plt.xticks(np.arange(1997,2015,step=2))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Fraction of all firms', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'figA3.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'figA3.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig D4 - Plot time-series for firms per worker, data and counterfactual:\n",
    "\n",
    "df = df_figD4\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['NL_data'], color = 'black', label = 'Data')\n",
    "plt.plot(df['year'], df['NL_counterfactual'], '--', color = 'blue', label = 'Counterfactual')\n",
    "\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Firms per worker', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'figD4.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'figD4.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig F5 - Plot time-series of the fraction of nonemployers to all firms, model and data:\n",
    "\n",
    "df = df_figF5\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(df['year'], df['nonshare_data'], color = 'black', label = 'Data')\n",
    "plt.plot(df['year'], df['nonshare_model'], '--', color = 'blue', label = 'Counterfactual')\n",
    "\n",
    "plt.xticks(np.arange(1982,2015,step=4))\n",
    "\n",
    "plt.xlabel('Year', fontsize = font_size)\n",
    "plt.ylabel('Fraction of nonemployers to all firms', fontsize = font_size)\n",
    "plt.legend(frameon = False, fontsize = 11)\n",
    "#plt.legend()\n",
    "\n",
    "# Save plot\n",
    "plt.savefig(figure_folder + 'figF5.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Save plot as eps\n",
    "plt.savefig(figure_folder + 'figF5.eps', bbox_inches='tight', dpi = 1200, format='eps')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
